
Extract Intan Data
--------------------
Creating empty HDF5 store with raw data groups
Writing RN16_4taste_postCTA.h5 ...Done!

Creating empty arrays in hdf5 store for raw data...Done!
Extracting Intan data to HDF5 Store:
 h5 file: /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5

Reading time data...
Writing time data...Done!

----------
Extracting Digital Signal Data
----------
Reading digitalin data from board-DIN-00.dat...Done!
Writing data from ditigal in channel 0 to dig_in_0...Done!
Reading digitalin data from board-DIN-01.dat...Done!
Writing data from ditigal in channel 1 to dig_in_1...Done!
Reading digitalin data from board-DIN-02.dat...Done!
Writing data from ditigal in channel 2 to dig_in_2...Done!
Reading digitalin data from board-DIN-03.dat...Done!
Writing data from ditigal in channel 3 to dig_in_3...Done!
Done! Elapsed Time: 4.55


----------
Extracting Amplifier Signal Data
----------
Reading data from amp-C-000.dat...Done!
Writing data from port C channel 0 to electrode0...Done!
Reading data from amp-C-001.dat...Done!
Writing data from port C channel 1 to electrode1...Done!
Reading data from amp-C-002.dat...Done!
Writing data from port C channel 2 to electrode2...Done!
Reading data from amp-C-003.dat...Done!
Writing data from port C channel 3 to electrode3...Done!
Reading data from amp-C-004.dat...Done!
Writing data from port C channel 4 to electrode4...Done!
Reading data from amp-C-005.dat...Done!
Writing data from port C channel 5 to electrode5...Done!
Reading data from amp-C-006.dat...Done!
Writing data from port C channel 6 to electrode6...Done!
Reading data from amp-C-007.dat...Done!
Writing data from port C channel 7 to electrode7...Done!
Reading data from amp-C-008.dat...Done!
Writing data from port C channel 8 to electrode8...Done!
Reading data from amp-C-009.dat...Done!
Writing data from port C channel 9 to electrode9...Done!
Reading data from amp-C-010.dat...Done!
Writing data from port C channel 10 to electrode10...Done!
Reading data from amp-C-011.dat...Done!
Writing data from port C channel 11 to electrode11...Done!
Reading data from amp-C-012.dat...Done!
Writing data from port C channel 12 to electrode12...Done!
Reading data from amp-C-013.dat...Done!
Writing data from port C channel 13 to electrode13...Done!
Reading data from amp-C-014.dat...Done!
Writing data from port C channel 14 to electrode14...Done!
Reading data from amp-C-015.dat...Done!
Writing data from port C channel 15 to electrode15...Done!
Reading data from amp-C-016.dat...Done!
Writing data from port C channel 16 to electrode16...Done!
Reading data from amp-C-017.dat...Done!
Writing data from port C channel 17 to electrode17...Done!
Reading data from amp-C-018.dat...Done!
Writing data from port C channel 18 to electrode18...Done!
Reading data from amp-C-019.dat...Done!
Writing data from port C channel 19 to electrode19...Done!
Reading data from amp-C-020.dat...Done!
Writing data from port C channel 20 to electrode20...Done!
Reading data from amp-C-021.dat...Done!
Writing data from port C channel 21 to electrode21...Done!
Reading data from amp-C-022.dat...Done!
Writing data from port C channel 22 to electrode22...Done!
Reading data from amp-C-023.dat...Done!
Writing data from port C channel 23 to electrode23...Done!
Reading data from amp-C-024.dat...Done!
Writing data from port C channel 24 to electrode24...Done!
Reading data from amp-C-025.dat...Done!
Writing data from port C channel 25 to electrode25...Done!
Reading data from amp-C-026.dat...Done!
Writing data from port C channel 26 to electrode26...Done!
Reading data from amp-C-027.dat...Done!
Writing data from port C channel 27 to electrode27...Done!
Reading data from amp-C-028.dat...Done!
Writing data from port C channel 28 to electrode28...Done!
Reading data from amp-C-029.dat...Done!
Writing data from port C channel 29 to electrode29...Done!
Reading data from amp-C-030.dat...Done!
Writing data from port C channel 30 to electrode30...Done!
Reading data from amp-C-031.dat...Done!
Writing data from port C channel 31 to electrode31...Done!
Done! Elapsed Time: 37.61

Writing electrode_map to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5...
Writing digital_input_map to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5...
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


Data Extraction Complete
--------------------

----------
Gathering Trial Data and Creating Table
----------
Generating trial list for digital inputs: 0, 1, 2, 3
Grabbing data for digital input 0...Done!
Grabbing data for digital input 1...Done!
Grabbing data for digital input 2...Done!
Grabbing data for digital input 3...Done!
Constructing DataFrame...Done!
Writing data to h5 file...Done!
Done! Elapsed Time: 2.53

No digital output data found
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

CAR Groups

Group 0	Group 1
-------	-------
0	8
1	9
2	10
3	11
4	12
5	13
6	14
7	15
24	16
25	17
26	18
27	19
28	20
29	21
30	22
31	23

----------
Common Average Referencing
----------
Common Average Referencing Electrodes:
0, 1, 2, 3, 4, 5, 6, 7, 24, 25, 26, 27, 28, 29, 30, 31
Computing common average...Done!
Storing common average signal...Done!
Storing referenced signals...Done!
Done! Elapsed Time: 43.90


----------
Common Average Referencing
----------
Common Average Referencing Electrodes:
8, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23
Computing common average...Done!
Storing common average signal...Done!
Storing referenced signals...Done!
Done! Elapsed Time: 42.22


----------
Compressing and repacking h5 file
----------
Repacking /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5 as /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/tmp.h5...
Removing old h5 file: /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5
Renaming temporary file to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5
Done! Elapsed Time: 133.74

Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


Running Spike Detection
-------------------
Parameters
file_dir             /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423
data_quality         clean
sampling_rate        30000.0
clustering_params    
    Max Number of Clusters      7
    Max Number of Iterations    1000
    Convergence Criterion       0.001
    GMM random restarts         10
    
data_params          
    V_cutoff for disconnected headstage     1500
    Max rate of cutoff breach per second    0.2
    Max allowed seconds with a breach       10
    Max allowed breaches per second         20
    Intra-cluster waveform amp SD cutoff    3
    
bandpass_params      
    Lower freq cutoff    300
    Upper freq cutoff    3000
    
spike_snapshot       
    Time before spike (ms)    0.5
    Time after spike (ms)     1
    

Electrode    Result    Cutoff (s)
  0            1         1968.0
  1            1         1968.0
  2            1         1968.0
  3            1         1968.0
  4            1         1968.0
  5            1         1968.0
  6            1         1968.0
  7            1         1968.0
  8            1         1968.0
  10           1         1968.0
  12           1         1968.0
  13           1         1968.0
  14           1         1968.0
  15           1         1968.0
  16           1         1968.0
  17           1         1968.0
  18           1         1968.0
  19           1         1968.0
  20           1         1968.0
  21           1         1968.0
  22           1         1968.0
  23           1         1968.0
  24           1         1968.0
  25           1         1968.0
  26           1         1968.0
  27           1         1968.0
  28           1         1968.0
  29           1         1968.0
  30           1         1968.0
  31           1         1968.0
1 - Sucess
0 - No data or no spikes
-1 - Error
Writing electrode_map to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5...
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Spike Detection Complete
------------------

----------
Clustering Cleanup
----------
Removing raw data from hdf5 store...Done!
Removing referenced data from hdf5 store...Done!

----------
Compressing and repacking h5 file
----------
Repacking /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5 as /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/tmp.h5...
Removing old h5 file: /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5
Renaming temporary file to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5
Done! Elapsed Time: 15.76

Done! Elapsed Time: 22.80

Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Generating unit arrays with parameters:
----------
    dig_ins_to_use    
            0,     1,     2,     3
    laser_channels    
            
    sampling_rate     30000.0
    pre_stimulus      2000
    post_stimulus     5000
    

----------
Making Unit Spike Arrays
----------


----------
Reading Trial Data Table From Store
----------
Done! Elapsed Time: 0.05


----------
Reading Trial Data Table From Store
----------
Done! Elapsed Time: 0.01

Creating spike arrays for dig_in_0...
Creating spike arrays for dig_in_1...
Creating spike arrays for dig_in_2...
Creating spike arrays for dig_in_3...
Done with spike array creation!
----------

Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


---------
Beginning unit similarity calculation
----------
Computing similarity between Unit 0 and Unit 0
Computing similarity between Unit 0 and Unit 1
Computing similarity between Unit 0 and Unit 2
Computing similarity between Unit 0 and Unit 3
Computing similarity between Unit 0 and Unit 4
Computing similarity between Unit 0 and Unit 5
Computing similarity between Unit 0 and Unit 6
Computing similarity between Unit 0 and Unit 7
Computing similarity between Unit 0 and Unit 8
Computing similarity between Unit 0 and Unit 9
Computing similarity between Unit 0 and Unit 10
Computing similarity between Unit 0 and Unit 11
Computing similarity between Unit 0 and Unit 12
Computing similarity between Unit 0 and Unit 13
Computing similarity between Unit 0 and Unit 14
Computing similarity between Unit 0 and Unit 15
Computing similarity between Unit 1 and Unit 0
Computing similarity between Unit 1 and Unit 1
Computing similarity between Unit 1 and Unit 2
Computing similarity between Unit 1 and Unit 3
Computing similarity between Unit 1 and Unit 4
Computing similarity between Unit 1 and Unit 5
Computing similarity between Unit 1 and Unit 6
Computing similarity between Unit 1 and Unit 7
Computing similarity between Unit 1 and Unit 8
Computing similarity between Unit 1 and Unit 9
Computing similarity between Unit 1 and Unit 10
Computing similarity between Unit 1 and Unit 11
Computing similarity between Unit 1 and Unit 12
Computing similarity between Unit 1 and Unit 13
Computing similarity between Unit 1 and Unit 14
Computing similarity between Unit 1 and Unit 15
Computing similarity between Unit 2 and Unit 0
Computing similarity between Unit 2 and Unit 1
Computing similarity between Unit 2 and Unit 2
Computing similarity between Unit 2 and Unit 3
Computing similarity between Unit 2 and Unit 4
Computing similarity between Unit 2 and Unit 5
Computing similarity between Unit 2 and Unit 6
Computing similarity between Unit 2 and Unit 7
Computing similarity between Unit 2 and Unit 8
Computing similarity between Unit 2 and Unit 9
Computing similarity between Unit 2 and Unit 10
Computing similarity between Unit 2 and Unit 11
Computing similarity between Unit 2 and Unit 12
Computing similarity between Unit 2 and Unit 13
Computing similarity between Unit 2 and Unit 14
Computing similarity between Unit 2 and Unit 15
Computing similarity between Unit 3 and Unit 0
Computing similarity between Unit 3 and Unit 1
Computing similarity between Unit 3 and Unit 2
Computing similarity between Unit 3 and Unit 3
Computing similarity between Unit 3 and Unit 4
Computing similarity between Unit 3 and Unit 5
Computing similarity between Unit 3 and Unit 6
Computing similarity between Unit 3 and Unit 7
Computing similarity between Unit 3 and Unit 8
Computing similarity between Unit 3 and Unit 9
Computing similarity between Unit 3 and Unit 10
Computing similarity between Unit 3 and Unit 11
Computing similarity between Unit 3 and Unit 12
Computing similarity between Unit 3 and Unit 13
Computing similarity between Unit 3 and Unit 14
Computing similarity between Unit 3 and Unit 15
Computing similarity between Unit 4 and Unit 0
Computing similarity between Unit 4 and Unit 1
Computing similarity between Unit 4 and Unit 2
Computing similarity between Unit 4 and Unit 3
Computing similarity between Unit 4 and Unit 4
Computing similarity between Unit 4 and Unit 5
Computing similarity between Unit 4 and Unit 6
Computing similarity between Unit 4 and Unit 7
Computing similarity between Unit 4 and Unit 8
Computing similarity between Unit 4 and Unit 9
Computing similarity between Unit 4 and Unit 10
Computing similarity between Unit 4 and Unit 11
Computing similarity between Unit 4 and Unit 12
Computing similarity between Unit 4 and Unit 13
Computing similarity between Unit 4 and Unit 14
Computing similarity between Unit 4 and Unit 15
Computing similarity between Unit 5 and Unit 0
Computing similarity between Unit 5 and Unit 1
Computing similarity between Unit 5 and Unit 2
Computing similarity between Unit 5 and Unit 3
Computing similarity between Unit 5 and Unit 4
Computing similarity between Unit 5 and Unit 5
Computing similarity between Unit 5 and Unit 6
Computing similarity between Unit 5 and Unit 7
Computing similarity between Unit 5 and Unit 8
Computing similarity between Unit 5 and Unit 9
Computing similarity between Unit 5 and Unit 10
Computing similarity between Unit 5 and Unit 11
Computing similarity between Unit 5 and Unit 12
Computing similarity between Unit 5 and Unit 13
Computing similarity between Unit 5 and Unit 14
Computing similarity between Unit 5 and Unit 15
Computing similarity between Unit 6 and Unit 0
Computing similarity between Unit 6 and Unit 1
Computing similarity between Unit 6 and Unit 2
Computing similarity between Unit 6 and Unit 3
Computing similarity between Unit 6 and Unit 4
Computing similarity between Unit 6 and Unit 5
Computing similarity between Unit 6 and Unit 6
Computing similarity between Unit 6 and Unit 7
Computing similarity between Unit 6 and Unit 8
Computing similarity between Unit 6 and Unit 9
Computing similarity between Unit 6 and Unit 10
Computing similarity between Unit 6 and Unit 11
Computing similarity between Unit 6 and Unit 12
Computing similarity between Unit 6 and Unit 13
Computing similarity between Unit 6 and Unit 14
Computing similarity between Unit 6 and Unit 15
Computing similarity between Unit 7 and Unit 0
Computing similarity between Unit 7 and Unit 1
Computing similarity between Unit 7 and Unit 2
Computing similarity between Unit 7 and Unit 3
Computing similarity between Unit 7 and Unit 4
Computing similarity between Unit 7 and Unit 5
Computing similarity between Unit 7 and Unit 6
Computing similarity between Unit 7 and Unit 7
Computing similarity between Unit 7 and Unit 8
Computing similarity between Unit 7 and Unit 9
Computing similarity between Unit 7 and Unit 10
Computing similarity between Unit 7 and Unit 11
Computing similarity between Unit 7 and Unit 12
Computing similarity between Unit 7 and Unit 13
Computing similarity between Unit 7 and Unit 14
Computing similarity between Unit 7 and Unit 15
Computing similarity between Unit 8 and Unit 0
Computing similarity between Unit 8 and Unit 1
Computing similarity between Unit 8 and Unit 2
Computing similarity between Unit 8 and Unit 3
Computing similarity between Unit 8 and Unit 4
Computing similarity between Unit 8 and Unit 5
Computing similarity between Unit 8 and Unit 6
Computing similarity between Unit 8 and Unit 7
Computing similarity between Unit 8 and Unit 8
Computing similarity between Unit 8 and Unit 9
Computing similarity between Unit 8 and Unit 10
Computing similarity between Unit 8 and Unit 11
Computing similarity between Unit 8 and Unit 12
Computing similarity between Unit 8 and Unit 13
Computing similarity between Unit 8 and Unit 14
Computing similarity between Unit 8 and Unit 15
Computing similarity between Unit 9 and Unit 0
Computing similarity between Unit 9 and Unit 1
Computing similarity between Unit 9 and Unit 2
Computing similarity between Unit 9 and Unit 3
Computing similarity between Unit 9 and Unit 4
Computing similarity between Unit 9 and Unit 5
Computing similarity between Unit 9 and Unit 6
Computing similarity between Unit 9 and Unit 7
Computing similarity between Unit 9 and Unit 8
Computing similarity between Unit 9 and Unit 9
Computing similarity between Unit 9 and Unit 10
Computing similarity between Unit 9 and Unit 11
Computing similarity between Unit 9 and Unit 12
Computing similarity between Unit 9 and Unit 13
Computing similarity between Unit 9 and Unit 14
Computing similarity between Unit 9 and Unit 15
Computing similarity between Unit 10 and Unit 0
Computing similarity between Unit 10 and Unit 1
Computing similarity between Unit 10 and Unit 2
Computing similarity between Unit 10 and Unit 3
Computing similarity between Unit 10 and Unit 4
Computing similarity between Unit 10 and Unit 5
Computing similarity between Unit 10 and Unit 6
Computing similarity between Unit 10 and Unit 7
Computing similarity between Unit 10 and Unit 8
Computing similarity between Unit 10 and Unit 9
Computing similarity between Unit 10 and Unit 10
Computing similarity between Unit 10 and Unit 11
Computing similarity between Unit 10 and Unit 12
Computing similarity between Unit 10 and Unit 13
Computing similarity between Unit 10 and Unit 14
Computing similarity between Unit 10 and Unit 15
Computing similarity between Unit 11 and Unit 0
Computing similarity between Unit 11 and Unit 1
Computing similarity between Unit 11 and Unit 2
Computing similarity between Unit 11 and Unit 3
Computing similarity between Unit 11 and Unit 4
Computing similarity between Unit 11 and Unit 5
Computing similarity between Unit 11 and Unit 6
Computing similarity between Unit 11 and Unit 7
Computing similarity between Unit 11 and Unit 8
Computing similarity between Unit 11 and Unit 9
Computing similarity between Unit 11 and Unit 10
Computing similarity between Unit 11 and Unit 11
Computing similarity between Unit 11 and Unit 12
Computing similarity between Unit 11 and Unit 13
Computing similarity between Unit 11 and Unit 14
Computing similarity between Unit 11 and Unit 15
Computing similarity between Unit 12 and Unit 0
Computing similarity between Unit 12 and Unit 1
Computing similarity between Unit 12 and Unit 2
Computing similarity between Unit 12 and Unit 3
Computing similarity between Unit 12 and Unit 4
Computing similarity between Unit 12 and Unit 5
Computing similarity between Unit 12 and Unit 6
Computing similarity between Unit 12 and Unit 7
Computing similarity between Unit 12 and Unit 8
Computing similarity between Unit 12 and Unit 9
Computing similarity between Unit 12 and Unit 10
Computing similarity between Unit 12 and Unit 11
Computing similarity between Unit 12 and Unit 12
Computing similarity between Unit 12 and Unit 13
Computing similarity between Unit 12 and Unit 14
Computing similarity between Unit 12 and Unit 15
Computing similarity between Unit 13 and Unit 0
Computing similarity between Unit 13 and Unit 1
Computing similarity between Unit 13 and Unit 2
Computing similarity between Unit 13 and Unit 3
Computing similarity between Unit 13 and Unit 4
Computing similarity between Unit 13 and Unit 5
Computing similarity between Unit 13 and Unit 6
Computing similarity between Unit 13 and Unit 7
Computing similarity between Unit 13 and Unit 8
Computing similarity between Unit 13 and Unit 9
Computing similarity between Unit 13 and Unit 10
Computing similarity between Unit 13 and Unit 11
Computing similarity between Unit 13 and Unit 12
Computing similarity between Unit 13 and Unit 13
Computing similarity between Unit 13 and Unit 14
Computing similarity between Unit 13 and Unit 15
Computing similarity between Unit 14 and Unit 0
Computing similarity between Unit 14 and Unit 1
Computing similarity between Unit 14 and Unit 2
Computing similarity between Unit 14 and Unit 3
Computing similarity between Unit 14 and Unit 4
Computing similarity between Unit 14 and Unit 5
Computing similarity between Unit 14 and Unit 6
Computing similarity between Unit 14 and Unit 7
Computing similarity between Unit 14 and Unit 8
Computing similarity between Unit 14 and Unit 9
Computing similarity between Unit 14 and Unit 10
Computing similarity between Unit 14 and Unit 11
Computing similarity between Unit 14 and Unit 12
Computing similarity between Unit 14 and Unit 13
Computing similarity between Unit 14 and Unit 14
Computing similarity between Unit 14 and Unit 15
Computing similarity between Unit 15 and Unit 0
Computing similarity between Unit 15 and Unit 1
Computing similarity between Unit 15 and Unit 2
Computing similarity between Unit 15 and Unit 3
Computing similarity between Unit 15 and Unit 4
Computing similarity between Unit 15 and Unit 5
Computing similarity between Unit 15 and Unit 6
Computing similarity between Unit 15 and Unit 7
Computing similarity between Unit 15 and Unit 8
Computing similarity between Unit 15 and Unit 9
Computing similarity between Unit 15 and Unit 10
Computing similarity between Unit 15 and Unit 11
Computing similarity between Unit 15 and Unit 12
Computing similarity between Unit 15 and Unit 13
Computing similarity between Unit 15 and Unit 14
Computing similarity between Unit 15 and Unit 15

Similarity calculation done!
No unit similarity violations found!
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Removing unit 2. Only 85 spikes.
Deleting Unit...
----------
Deleting unit 2 from dataset
----------

Renaming following units...
Renaming unit003 to unit002
Renaming unit004 to unit003
Renaming unit005 to unit004
Renaming unit006 to unit005
Renaming unit007 to unit006
Renaming unit008 to unit007
Renaming unit009 to unit008
Renaming unit010 to unit009
Renaming unit011 to unit010
Renaming unit012 to unit011
Renaming unit013 to unit012
Renaming unit014 to unit013
Renaming unit015 to unit014
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


---------
Beginning unit similarity calculation
----------
Computing similarity between Unit 0 and Unit 0
Computing similarity between Unit 0 and Unit 1
Computing similarity between Unit 0 and Unit 2
Computing similarity between Unit 0 and Unit 3
Computing similarity between Unit 0 and Unit 4
Computing similarity between Unit 0 and Unit 5
Computing similarity between Unit 0 and Unit 6
Computing similarity between Unit 0 and Unit 7
Computing similarity between Unit 0 and Unit 8
Computing similarity between Unit 0 and Unit 9
Computing similarity between Unit 0 and Unit 10
Computing similarity between Unit 0 and Unit 11
Computing similarity between Unit 0 and Unit 12
Computing similarity between Unit 0 and Unit 13
Computing similarity between Unit 0 and Unit 14
Computing similarity between Unit 1 and Unit 0
Computing similarity between Unit 1 and Unit 1
Computing similarity between Unit 1 and Unit 2
Computing similarity between Unit 1 and Unit 3
Computing similarity between Unit 1 and Unit 4
Computing similarity between Unit 1 and Unit 5
Computing similarity between Unit 1 and Unit 6
Computing similarity between Unit 1 and Unit 7
Computing similarity between Unit 1 and Unit 8
Computing similarity between Unit 1 and Unit 9
Computing similarity between Unit 1 and Unit 10
Computing similarity between Unit 1 and Unit 11
Computing similarity between Unit 1 and Unit 12
Computing similarity between Unit 1 and Unit 13
Computing similarity between Unit 1 and Unit 14
Computing similarity between Unit 2 and Unit 0
Computing similarity between Unit 2 and Unit 1
Computing similarity between Unit 2 and Unit 2
Computing similarity between Unit 2 and Unit 3
Computing similarity between Unit 2 and Unit 4
Computing similarity between Unit 2 and Unit 5
Computing similarity between Unit 2 and Unit 6
Computing similarity between Unit 2 and Unit 7
Computing similarity between Unit 2 and Unit 8
Computing similarity between Unit 2 and Unit 9
Computing similarity between Unit 2 and Unit 10
Computing similarity between Unit 2 and Unit 11
Computing similarity between Unit 2 and Unit 12
Computing similarity between Unit 2 and Unit 13
Computing similarity between Unit 2 and Unit 14
Computing similarity between Unit 3 and Unit 0
Computing similarity between Unit 3 and Unit 1
Computing similarity between Unit 3 and Unit 2
Computing similarity between Unit 3 and Unit 3
Computing similarity between Unit 3 and Unit 4
Computing similarity between Unit 3 and Unit 5
Computing similarity between Unit 3 and Unit 6
Computing similarity between Unit 3 and Unit 7
Computing similarity between Unit 3 and Unit 8
Computing similarity between Unit 3 and Unit 9
Computing similarity between Unit 3 and Unit 10
Computing similarity between Unit 3 and Unit 11
Computing similarity between Unit 3 and Unit 12
Computing similarity between Unit 3 and Unit 13
Computing similarity between Unit 3 and Unit 14
Computing similarity between Unit 4 and Unit 0
Computing similarity between Unit 4 and Unit 1
Computing similarity between Unit 4 and Unit 2
Computing similarity between Unit 4 and Unit 3
Computing similarity between Unit 4 and Unit 4
Computing similarity between Unit 4 and Unit 5
Computing similarity between Unit 4 and Unit 6
Computing similarity between Unit 4 and Unit 7
Computing similarity between Unit 4 and Unit 8
Computing similarity between Unit 4 and Unit 9
Computing similarity between Unit 4 and Unit 10
Computing similarity between Unit 4 and Unit 11
Computing similarity between Unit 4 and Unit 12
Computing similarity between Unit 4 and Unit 13
Computing similarity between Unit 4 and Unit 14
Computing similarity between Unit 5 and Unit 0
Computing similarity between Unit 5 and Unit 1
Computing similarity between Unit 5 and Unit 2
Computing similarity between Unit 5 and Unit 3
Computing similarity between Unit 5 and Unit 4
Computing similarity between Unit 5 and Unit 5
Computing similarity between Unit 5 and Unit 6
Computing similarity between Unit 5 and Unit 7
Computing similarity between Unit 5 and Unit 8
Computing similarity between Unit 5 and Unit 9
Computing similarity between Unit 5 and Unit 10
Computing similarity between Unit 5 and Unit 11
Computing similarity between Unit 5 and Unit 12
Computing similarity between Unit 5 and Unit 13
Computing similarity between Unit 5 and Unit 14
Computing similarity between Unit 6 and Unit 0
Computing similarity between Unit 6 and Unit 1
Computing similarity between Unit 6 and Unit 2
Computing similarity between Unit 6 and Unit 3
Computing similarity between Unit 6 and Unit 4
Computing similarity between Unit 6 and Unit 5
Computing similarity between Unit 6 and Unit 6
Computing similarity between Unit 6 and Unit 7
Computing similarity between Unit 6 and Unit 8
Computing similarity between Unit 6 and Unit 9
Computing similarity between Unit 6 and Unit 10
Computing similarity between Unit 6 and Unit 11
Computing similarity between Unit 6 and Unit 12
Computing similarity between Unit 6 and Unit 13
Computing similarity between Unit 6 and Unit 14
Computing similarity between Unit 7 and Unit 0
Computing similarity between Unit 7 and Unit 1
Computing similarity between Unit 7 and Unit 2
Computing similarity between Unit 7 and Unit 3
Computing similarity between Unit 7 and Unit 4
Computing similarity between Unit 7 and Unit 5
Computing similarity between Unit 7 and Unit 6
Computing similarity between Unit 7 and Unit 7
Computing similarity between Unit 7 and Unit 8
Computing similarity between Unit 7 and Unit 9
Computing similarity between Unit 7 and Unit 10
Computing similarity between Unit 7 and Unit 11
Computing similarity between Unit 7 and Unit 12
Computing similarity between Unit 7 and Unit 13
Computing similarity between Unit 7 and Unit 14
Computing similarity between Unit 8 and Unit 0
Computing similarity between Unit 8 and Unit 1
Computing similarity between Unit 8 and Unit 2
Computing similarity between Unit 8 and Unit 3
Computing similarity between Unit 8 and Unit 4
Computing similarity between Unit 8 and Unit 5
Computing similarity between Unit 8 and Unit 6
Computing similarity between Unit 8 and Unit 7
Computing similarity between Unit 8 and Unit 8
Computing similarity between Unit 8 and Unit 9
Computing similarity between Unit 8 and Unit 10
Computing similarity between Unit 8 and Unit 11
Computing similarity between Unit 8 and Unit 12
Computing similarity between Unit 8 and Unit 13
Computing similarity between Unit 8 and Unit 14
Computing similarity between Unit 9 and Unit 0
Computing similarity between Unit 9 and Unit 1
Computing similarity between Unit 9 and Unit 2
Computing similarity between Unit 9 and Unit 3
Computing similarity between Unit 9 and Unit 4
Computing similarity between Unit 9 and Unit 5
Computing similarity between Unit 9 and Unit 6
Computing similarity between Unit 9 and Unit 7
Computing similarity between Unit 9 and Unit 8
Computing similarity between Unit 9 and Unit 9
Computing similarity between Unit 9 and Unit 10
Computing similarity between Unit 9 and Unit 11
Computing similarity between Unit 9 and Unit 12
Computing similarity between Unit 9 and Unit 13
Computing similarity between Unit 9 and Unit 14
Computing similarity between Unit 10 and Unit 0
Computing similarity between Unit 10 and Unit 1
Computing similarity between Unit 10 and Unit 2
Computing similarity between Unit 10 and Unit 3
Computing similarity between Unit 10 and Unit 4
Computing similarity between Unit 10 and Unit 5
Computing similarity between Unit 10 and Unit 6
Computing similarity between Unit 10 and Unit 7
Computing similarity between Unit 10 and Unit 8
Computing similarity between Unit 10 and Unit 9
Computing similarity between Unit 10 and Unit 10
Computing similarity between Unit 10 and Unit 11
Computing similarity between Unit 10 and Unit 12
Computing similarity between Unit 10 and Unit 13
Computing similarity between Unit 10 and Unit 14
Computing similarity between Unit 11 and Unit 0
Computing similarity between Unit 11 and Unit 1
Computing similarity between Unit 11 and Unit 2
Computing similarity between Unit 11 and Unit 3
Computing similarity between Unit 11 and Unit 4
Computing similarity between Unit 11 and Unit 5
Computing similarity between Unit 11 and Unit 6
Computing similarity between Unit 11 and Unit 7
Computing similarity between Unit 11 and Unit 8
Computing similarity between Unit 11 and Unit 9
Computing similarity between Unit 11 and Unit 10
Computing similarity between Unit 11 and Unit 11
Computing similarity between Unit 11 and Unit 12
Computing similarity between Unit 11 and Unit 13
Computing similarity between Unit 11 and Unit 14
Computing similarity between Unit 12 and Unit 0
Computing similarity between Unit 12 and Unit 1
Computing similarity between Unit 12 and Unit 2
Computing similarity between Unit 12 and Unit 3
Computing similarity between Unit 12 and Unit 4
Computing similarity between Unit 12 and Unit 5
Computing similarity between Unit 12 and Unit 6
Computing similarity between Unit 12 and Unit 7
Computing similarity between Unit 12 and Unit 8
Computing similarity between Unit 12 and Unit 9
Computing similarity between Unit 12 and Unit 10
Computing similarity between Unit 12 and Unit 11
Computing similarity between Unit 12 and Unit 12
Computing similarity between Unit 12 and Unit 13
Computing similarity between Unit 12 and Unit 14
Computing similarity between Unit 13 and Unit 0
Computing similarity between Unit 13 and Unit 1
Computing similarity between Unit 13 and Unit 2
Computing similarity between Unit 13 and Unit 3
Computing similarity between Unit 13 and Unit 4
Computing similarity between Unit 13 and Unit 5
Computing similarity between Unit 13 and Unit 6
Computing similarity between Unit 13 and Unit 7
Computing similarity between Unit 13 and Unit 8
Computing similarity between Unit 13 and Unit 9
Computing similarity between Unit 13 and Unit 10
Computing similarity between Unit 13 and Unit 11
Computing similarity between Unit 13 and Unit 12
Computing similarity between Unit 13 and Unit 13
Computing similarity between Unit 13 and Unit 14
Computing similarity between Unit 14 and Unit 0
Computing similarity between Unit 14 and Unit 1
Computing similarity between Unit 14 and Unit 2
Computing similarity between Unit 14 and Unit 3
Computing similarity between Unit 14 and Unit 4
Computing similarity between Unit 14 and Unit 5
Computing similarity between Unit 14 and Unit 6
Computing similarity between Unit 14 and Unit 7
Computing similarity between Unit 14 and Unit 8
Computing similarity between Unit 14 and Unit 9
Computing similarity between Unit 14 and Unit 10
Computing similarity between Unit 14 and Unit 11
Computing similarity between Unit 14 and Unit 12
Computing similarity between Unit 14 and Unit 13
Computing similarity between Unit 14 and Unit 14

Similarity calculation done!
No unit similarity violations found!

Running Blech Clust
-------------------
Parameters
file_dir             /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_preCTA_190828_122114
data_quality         clean
sampling_rate        30000.0
clustering_params    
    Max Number of Clusters      11
    Max Number of Iterations    1000
    Convergence Criterion       0.001
    GMM random restarts         10
    
data_params          
    V_cutoff for disconnected headstage     1500
    Max rate of cutoff breach per second    0.2
    Max allowed seconds with a breach       10
    Max allowed breaches per second         20
    Intra-cluster waveform amp SD cutoff    3
    
bandpass_params      
    Lower freq cutoff    300
    Upper freq cutoff    3000
    
spike_snapshot       
    Time before spike (ms)    0.5
    Time after spike (ms)     1
    


Running Blech Clust
-------------------
Parameters
file_dir             /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_preCTA_190828_122114
data_quality         clean
sampling_rate        30000.0
clustering_params    
    Max Number of Clusters      11
    Max Number of Iterations    1000
    Convergence Criterion       0.001
    GMM random restarts         10
    
data_params          
    V_cutoff for disconnected headstage     1500
    Max rate of cutoff breach per second    0.2
    Max allowed seconds with a breach       10
    Max allowed breaches per second         20
    Intra-cluster waveform amp SD cutoff    3
    
bandpass_params      
    Lower freq cutoff    300
    Upper freq cutoff    3000
    
spike_snapshot       
    Time before spike (ms)    0.5
    Time after spike (ms)     1
    

Writing electrode_map to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5...
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Clustering Complete
------------------
Errors encountered:
[FileNotFoundError("No such file: '/home/roshan/Dropbox/Harmonia/Neuro_Vault/blech_pipeline/datashader_temp/tempfile_5.png'")]

Running Blech Clust
-------------------
Parameters
file_dir             /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_preCTA_190828_122114
data_quality         clean
sampling_rate        30000.0
clustering_params    
    Max Number of Clusters      11
    Max Number of Iterations    1000
    Convergence Criterion       0.001
    GMM random restarts         10
    
data_params          
    V_cutoff for disconnected headstage     1500
    Max rate of cutoff breach per second    0.2
    Max allowed seconds with a breach       10
    Max allowed breaches per second         20
    Intra-cluster waveform amp SD cutoff    3
    
bandpass_params      
    Lower freq cutoff    300
    Upper freq cutoff    3000
    
spike_snapshot       
    Time before spike (ms)    0.5
    Time after spike (ms)     1
    

Writing electrode_map to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5...
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Clustering Complete
------------------
Errors encountered:
[OSError('Cannot understand given URI: <PIL.Image.Image image mode=RGBA size=1600x1200 at 0x7F60....')]

Running Blech Clust
-------------------
Parameters
file_dir             /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_preCTA_190828_122114
data_quality         clean
sampling_rate        30000.0
clustering_params    
    Max Number of Clusters      11
    Max Number of Iterations    1000
    Convergence Criterion       0.001
    GMM random restarts         10
    
data_params          
    V_cutoff for disconnected headstage     1500
    Max rate of cutoff breach per second    0.2
    Max allowed seconds with a breach       10
    Max allowed breaches per second         20
    Intra-cluster waveform amp SD cutoff    3
    
bandpass_params      
    Lower freq cutoff    300
    Upper freq cutoff    3000
    
spike_snapshot       
    Time before spike (ms)    0.5
    Time after spike (ms)     1
    


Running Blech Clust
-------------------
Parameters
file_dir             /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_preCTA_190828_122114
data_quality         clean
sampling_rate        30000.0
clustering_params    
    Max Number of Clusters      11
    Max Number of Iterations    1000
    Convergence Criterion       0.001
    GMM random restarts         10
    
data_params          
    V_cutoff for disconnected headstage     1500
    Max rate of cutoff breach per second    0.2
    Max allowed seconds with a breach       10
    Max allowed breaches per second         20
    Intra-cluster waveform amp SD cutoff    3
    
bandpass_params      
    Lower freq cutoff    300
    Upper freq cutoff    3000
    
spike_snapshot       
    Time before spike (ms)    0.5
    Time after spike (ms)     1
    

Writing electrode_map to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5...
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Clustering Complete
------------------

Running Blech Clust
-------------------
Parameters
file_dir             /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_preCTA_190828_122114
data_quality         clean
sampling_rate        30000.0
clustering_params    
    Max Number of Clusters      11
    Max Number of Iterations    1000
    Convergence Criterion       0.001
    GMM random restarts         10
    
data_params          
    V_cutoff for disconnected headstage     1500
    Max rate of cutoff breach per second    0.2
    Max allowed seconds with a breach       10
    Max allowed breaches per second         20
    Intra-cluster waveform amp SD cutoff    3
    
bandpass_params      
    Lower freq cutoff    300
    Upper freq cutoff    3000
    
spike_snapshot       
    Time before spike (ms)    0.5
    Time after spike (ms)     1
    

Writing electrode_map to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA.h5...
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Clustering Complete
------------------

----------
Deleting unit 14 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 13 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 12 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 11 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 10 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 9 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 8 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 7 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 6 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 5 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 4 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 3 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 2 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 1 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Deleting unit 0 from dataset
----------

Renaming following units...
Correcting names of plots and metrics...
Finished deleting unit
----------
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


----------
Clustering Cleanup
----------
Done! Elapsed Time: 0.01

Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p


---------
Beginning unit similarity calculation
----------
Computing similarity between Unit 0 and Unit 0
Computing similarity between Unit 0 and Unit 1
Computing similarity between Unit 0 and Unit 2
Computing similarity between Unit 1 and Unit 0
Computing similarity between Unit 1 and Unit 1
Computing similarity between Unit 1 and Unit 2
Computing similarity between Unit 2 and Unit 0
Computing similarity between Unit 2 and Unit 1
Computing similarity between Unit 2 and Unit 2

Similarity calculation done!
No unit similarity violations found!
Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Generating unit arrays with parameters:
----------
    dig_ins_to_use    
            0,     1,     2,     3
    laser_channels    
            
    sampling_rate     30000.0
    pre_stimulus      2000
    post_stimulus     5000
    

----------
Making Unit Spike Arrays
----------


----------
Reading Trial Data Table From Store
----------
Done! Elapsed Time: 0.03


----------
Reading Trial Data Table From Store
----------
Done! Elapsed Time: 0.01

Creating spike arrays for dig_in_0...
Creating spike arrays for dig_in_1...
Creating spike arrays for dig_in_2...
Creating spike arrays for dig_in_3...
Done with spike array creation!
----------

Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

Saved RN16_4taste_postCTA to /data/Katz_Data/Stk11_Project/RN16/RN16_4taste_postCTA_190830_124423/RN16_4taste_postCTA_dataset.p

